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Entrepreneurial Orientation as Experimentation and Advantage: Is there a Double-Edged Sword Dilemma?

2020· article· en· W3045575489 on OpenAlexaff
Oleksiy Osiyevskyy, Galina Shirokova, Karina Bogatyreva

Bibliographic record

VenueAcademy of Management Proceedings · 2020
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsSWORDPerspective (graphical)MetaphorEntrepreneurial orientationDilemmaVariance (accounting)Outcome (game theory)BusinessMarketingEntrepreneurshipPsychologyIndustrial organizationMicroeconomicsEconomicsComputer scienceEpistemologyEngineeringMechanical engineering

Abstract

fetched live from OpenAlex

This research seeks to explain why a metaphor of EO as a ‘double-edged’ sword is necessitated by exploring how and why EO is a driver of firm performance growth and variance. In doing so, we examine when, how, and why EO’s two principle components, managerial attitudes toward risk-taking and firm-level entrepreneurial behavior, align with either an EO-as-experimentation and EO-as-advantage perspective as theorized by Wiklund and Shepherd (2011). Moreover, we explore the moderating effect of human capital upon the EO component-firm outcome relationships to advance our understanding of an essential performance boundary condition.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.040

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.021
Scholarly communication0.0070.010
Open science0.0010.006
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.029
GPT teacher head0.278
Teacher spread0.249 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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